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Article: Reinforcement learning impairment in individuals with euthymic bipolar I disorder with a history of psychosis

TitleReinforcement learning impairment in individuals with euthymic bipolar I disorder with a history of psychosis
Authors
KeywordsBipolar disorder
Psychosis
Punishment-driven learning
Reinforcement learning
Reward-driven learning
Issue Date21-May-2025
PublisherSpringer
Citation
European Archives of Psychiatry and Clinical Neuroscience, 2025 How to Cite?
AbstractReinforcement-learning (RL) impairment is an important determinant of functional outcome in bipolar-disorder (BD). This study examined RL in 38 euthymic bipolar-I-disorder (BD-I) individuals aged 16–40 years who were treated within three years from first-episode mania with psychosis and 40 demographically-matched healthy-controls using a computerized RL-paradigm, which investigated rapid and gradual learning, and reward-driven and punishment-driven learning. Symptom severity and cognitive functions were assessed. Our results showed that BD-I individuals displayed lower lose-shift scores than controls (p = 0.03). There were no group differences in other rapid RL measures. Regarding overall RL, a repeated-measures ANOVA revealed main effect of group (F1,76 = 6.5, p = 0.03; controls performed better than patients), block (F2.87,218.45 = 43.7, p < 0.001; performance improving over time) and probability (F1,76 = 15.6, p < 0.001; better performance in 90% than in 80% condition). Post-hoc analysis revealed that controls performed better than BD-I individuals on loss-avoidance stimuli (p = 0.02). Better performance of controls relative to BD-I individuals on gain stimuli approached statistical significance (p = 0.06). No correlations of RL measures with symptoms, cognition or antipsychotic dose were observed. In conclusion, this study is among the few to examine RL impairment in euthymic BD-I with history of psychosis at a relatively early illness stage, and indicates that BD-I individuals displayed punishment-driven learning (i.e., negative RL) deficits compared with controls. Diminished punishment-sensitivity may indicate vulnerability to maladaptive behaviors, particularly in response to negative events or stress, and poorer functional impairment. Further research is required to clarify longitudinal trajectory of punishment-insensitivity and its relationship with psychosis and functional outcomes in the early-stage of BD.
Persistent Identifierhttp://hdl.handle.net/10722/358452
ISSN
2023 Impact Factor: 3.5
2023 SCImago Journal Rankings: 1.381

 

DC FieldValueLanguage
dc.contributor.authorWong, Sandra Chi Yiu-
dc.contributor.authorLo, Heidi Ka Ying-
dc.contributor.authorChau, Anson Kai Chun-
dc.contributor.authorNg, Mary Chung Mun-
dc.contributor.authorChan, Joe Kwun Nam-
dc.contributor.authorChu, Ryan Sai Ting-
dc.contributor.authorFang, Catherine Zhiqian-
dc.contributor.authorHui, Christy Lai Ming-
dc.contributor.authorChan, Sherry Kit Wa-
dc.contributor.authorLee, Edwin Ho Ming-
dc.contributor.authorLui, Simon Sai Yu-
dc.contributor.authorChang, Wing Chung-
dc.date.accessioned2025-08-07T00:32:25Z-
dc.date.available2025-08-07T00:32:25Z-
dc.date.issued2025-05-21-
dc.identifier.citationEuropean Archives of Psychiatry and Clinical Neuroscience, 2025-
dc.identifier.issn0940-1334-
dc.identifier.urihttp://hdl.handle.net/10722/358452-
dc.description.abstractReinforcement-learning (RL) impairment is an important determinant of functional outcome in bipolar-disorder (BD). This study examined RL in 38 euthymic bipolar-I-disorder (BD-I) individuals aged 16–40 years who were treated within three years from first-episode mania with psychosis and 40 demographically-matched healthy-controls using a computerized RL-paradigm, which investigated rapid and gradual learning, and reward-driven and punishment-driven learning. Symptom severity and cognitive functions were assessed. Our results showed that BD-I individuals displayed lower lose-shift scores than controls (p = 0.03). There were no group differences in other rapid RL measures. Regarding overall RL, a repeated-measures ANOVA revealed main effect of group (F1,76 = 6.5, p = 0.03; controls performed better than patients), block (F2.87,218.45 = 43.7, p < 0.001; performance improving over time) and probability (F1,76 = 15.6, p < 0.001; better performance in 90% than in 80% condition). Post-hoc analysis revealed that controls performed better than BD-I individuals on loss-avoidance stimuli (p = 0.02). Better performance of controls relative to BD-I individuals on gain stimuli approached statistical significance (p = 0.06). No correlations of RL measures with symptoms, cognition or antipsychotic dose were observed. In conclusion, this study is among the few to examine RL impairment in euthymic BD-I with history of psychosis at a relatively early illness stage, and indicates that BD-I individuals displayed punishment-driven learning (i.e., negative RL) deficits compared with controls. Diminished punishment-sensitivity may indicate vulnerability to maladaptive behaviors, particularly in response to negative events or stress, and poorer functional impairment. Further research is required to clarify longitudinal trajectory of punishment-insensitivity and its relationship with psychosis and functional outcomes in the early-stage of BD.-
dc.languageeng-
dc.publisherSpringer-
dc.relation.ispartofEuropean Archives of Psychiatry and Clinical Neuroscience-
dc.subjectBipolar disorder-
dc.subjectPsychosis-
dc.subjectPunishment-driven learning-
dc.subjectReinforcement learning-
dc.subjectReward-driven learning-
dc.titleReinforcement learning impairment in individuals with euthymic bipolar I disorder with a history of psychosis-
dc.typeArticle-
dc.identifier.doi10.1007/s00406-025-02022-y-
dc.identifier.scopuseid_2-s2.0-105005605570-
dc.identifier.eissn1433-8491-
dc.identifier.issnl0940-1334-

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